Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	3669
Missing cells	21
Missing cells (%)	< 0.1%
Duplicate rows	1272
Duplicate rows (%)	34.7%
Total size in memory	688.1 KiB
Average record size in memory	192.0 B

Variable types

Numeric	20
Categorical	4

Alerts

Dataset has 1272 (34.7%) duplicate rows	Duplicates
`BILL_AMT1` is highly overall correlated with `BILL_AMT2` and 10 other fields	High correlation
`BILL_AMT2` is highly overall correlated with `BILL_AMT1` and 11 other fields	High correlation
`BILL_AMT3` is highly overall correlated with `BILL_AMT1` and 14 other fields	High correlation
`BILL_AMT4` is highly overall correlated with `BILL_AMT1` and 13 other fields	High correlation
`BILL_AMT5` is highly overall correlated with `BILL_AMT1` and 14 other fields	High correlation
`BILL_AMT6` is highly overall correlated with `BILL_AMT1` and 13 other fields	High correlation
`EDUCATION` is highly overall correlated with `MARRIAGE` and 1 other fields	High correlation
`MARRIAGE` is highly overall correlated with `EDUCATION` and 1 other fields	High correlation
`PAY_0` is highly overall correlated with `PAY_2`	High correlation
`PAY_2` is highly overall correlated with `BILL_AMT1` and 9 other fields	High correlation
`PAY_3` is highly overall correlated with `BILL_AMT1` and 9 other fields	High correlation
`PAY_4` is highly overall correlated with `BILL_AMT1` and 9 other fields	High correlation
`PAY_5` is highly overall correlated with `BILL_AMT1` and 9 other fields	High correlation
`PAY_6` is highly overall correlated with `BILL_AMT1` and 9 other fields	High correlation
`PAY_AMT1` is highly overall correlated with `BILL_AMT1` and 3 other fields	High correlation
`PAY_AMT2` is highly overall correlated with `BILL_AMT3` and 7 other fields	High correlation
`PAY_AMT3` is highly overall correlated with `BILL_AMT2` and 9 other fields	High correlation
`PAY_AMT4` is highly overall correlated with `BILL_AMT3` and 7 other fields	High correlation
`PAY_AMT5` is highly overall correlated with `BILL_AMT5` and 5 other fields	High correlation
`PAY_AMT6` is highly overall correlated with `BILL_AMT3` and 7 other fields	High correlation
`SEX` is highly overall correlated with `EDUCATION` and 1 other fields	High correlation
`MARRIAGE` is highly imbalanced (52.2%)	Imbalance
`PAY_AMT3` is highly skewed (γ1 = 28.75821047)	Skewed
`PAY_0` has 1741 (47.5%) zeros	Zeros
`PAY_2` has 1901 (51.8%) zeros	Zeros
`PAY_3` has 1875 (51.1%) zeros	Zeros
`PAY_4` has 1995 (54.4%) zeros	Zeros
`PAY_5` has 1996 (54.4%) zeros	Zeros
`PAY_6` has 1879 (51.2%) zeros	Zeros
`BILL_AMT1` has 244 (6.7%) zeros	Zeros
`BILL_AMT2` has 328 (8.9%) zeros	Zeros
`BILL_AMT3` has 384 (10.5%) zeros	Zeros
`BILL_AMT4` has 424 (11.6%) zeros	Zeros
`BILL_AMT5` has 460 (12.5%) zeros	Zeros
`BILL_AMT6` has 532 (14.5%) zeros	Zeros
`PAY_AMT1` has 667 (18.2%) zeros	Zeros
`PAY_AMT2` has 708 (19.3%) zeros	Zeros
`PAY_AMT3` has 798 (21.7%) zeros	Zeros
`PAY_AMT4` has 808 (22.0%) zeros	Zeros
`PAY_AMT5` has 827 (22.5%) zeros	Zeros
`PAY_AMT6` has 949 (25.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-15 01:44:19.819936
Analysis finished	2023-12-15 01:45:06.337529
Duration	46.52 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

LIMIT_BAL
Real number (ℝ)

Distinct	62
Distinct (%)	1.7%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	166284.08

Minimum	10000
Maximum	1000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	10000
5-th percentile	20000
Q1	50000
median	140000
Q3	230000
95-th percentile	420000
Maximum	1000000
Range	990000
Interquartile range (IQR)	180000

Descriptive statistics

Standard deviation	129512.16
Coefficient of variation (CV)	0.77886083
Kurtosis	1.0085552
Mean	166284.08
Median Absolute Deviation (MAD)	90000
Skewness	1.0735486
Sum	6.0993 × 10⁸
Variance	1.6773398 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	453	12.3%
20000	236	6.4%
30000	191	5.2%
200000	182	5.0%
80000	165	4.5%
180000	135	3.7%
360000	122	3.3%
100000	118	3.2%
140000	117	3.2%
150000	115	3.1%
Other values (52)	1834	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10000	53	1.4%
20000	236	6.4%
30000	191	5.2%
40000	30	0.8%
50000	453	12.3%
60000	98	2.7%
70000	91	2.5%
80000	165	4.5%
90000	96	2.6%
100000	118	3.2%

Value	Count	Frequency (%)
1000000	1	< 0.1%
700000	2	0.1%
680000	2	0.1%
670000	2	0.1%
630000	5	0.1%
620000	2	0.1%
610000	2	0.1%
600000	3	0.1%
580000	5	0.1%
550000	2	0.1%

SEX
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.8 KiB

female	2130
male	1538
SEX	1

Length

Max length	6
Median length	6
Mean length	5.1608068
Min length	3

Characters and Unicode

Total characters	18935
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	female
2nd row	female
3rd row	female
4th row	female
5th row	male

Common Values

Value	Count	Frequency (%)
female	2130	58.1%
male	1538	41.9%
SEX	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	2130	58.1%
male	1538	41.9%
sex	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	5798	30.6%
m	3668	19.4%
a	3668	19.4%
l	3668	19.4%
f	2130	11.2%
S	1	< 0.1%
E	1	< 0.1%
X	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	18932	> 99.9%
Uppercase Letter	3	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	5798	30.6%
m	3668	19.4%
a	3668	19.4%
l	3668	19.4%
f	2130	11.3%

Uppercase Letter

Value	Count	Frequency (%)
S	1	33.3%
E	1	33.3%
X	1	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	18935	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	5798	30.6%
m	3668	19.4%
a	3668	19.4%
l	3668	19.4%
f	2130	11.2%
S	1	< 0.1%
E	1	< 0.1%
X	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18935	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	5798	30.6%
m	3668	19.4%
a	3668	19.4%
l	3668	19.4%
f	2130	11.2%
S	1	< 0.1%
E	1	< 0.1%
X	1	< 0.1%

EDUCATION
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.8 KiB

university	1644
graduate school	1401
high school	596
other	27
EDUCATION	1

Length

Max length	15
Median length	11
Mean length	12.034614
Min length	5

Characters and Unicode

Total characters	44155
Distinct characters	26
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	university
2nd row	university
3rd row	university
4th row	university
5th row	university

Common Values

Value	Count	Frequency (%)
university	1644	44.8%
graduate school	1401	38.2%
high school	596	16.2%
other	27	0.7%
EDUCATION	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
school	1997	35.2%
university	1644	29.0%
graduate	1401	24.7%
high	596	10.5%
other	27	0.5%
education	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
o	4021	9.1%
i	3884	8.8%
s	3641	8.2%
h	3216	7.3%
e	3072	7.0%
r	3072	7.0%
t	3072	7.0%
u	3045	6.9%
a	2802	6.3%
	1997	4.5%
Other values (16)	12333	27.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	42149	95.5%
Space Separator	1997	4.5%
Uppercase Letter	9	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	4021	9.5%
i	3884	9.2%
s	3641	8.6%
h	3216	7.6%
e	3072	7.3%
r	3072	7.3%
t	3072	7.3%
u	3045	7.2%
a	2802	6.6%
l	1997	4.7%
Other values (6)	10327	24.5%

Uppercase Letter

Value	Count	Frequency (%)
E	1	11.1%
D	1	11.1%
U	1	11.1%
C	1	11.1%
A	1	11.1%
T	1	11.1%
I	1	11.1%
O	1	11.1%
N	1	11.1%

Space Separator

Value	Count	Frequency (%)
	1997	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	42158	95.5%
Common	1997	4.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	4021	9.5%
i	3884	9.2%
s	3641	8.6%
h	3216	7.6%
e	3072	7.3%
r	3072	7.3%
t	3072	7.3%
u	3045	7.2%
a	2802	6.6%
l	1997	4.7%
Other values (15)	10336	24.5%

Common

Value	Count	Frequency (%)
	1997	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	44155	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	4021	9.1%
i	3884	8.8%
s	3641	8.2%
h	3216	7.3%
e	3072	7.0%
r	3072	7.0%
t	3072	7.0%
u	3045	6.9%
a	2802	6.3%
	1997	4.5%
Other values (16)	12333	27.9%

MARRIAGE
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.8 KiB

2	2045
1	1559
3	54
0	10
MARRIAGE	1

Length

Max length	8
Median length	1
Mean length	1.0019079
Min length	1

Characters and Unicode

Total characters	3676
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
2	2045	55.7%
1	1559	42.5%
3	54	1.5%
0	10	0.3%
MARRIAGE	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	2045	55.7%
1	1559	42.5%
3	54	1.5%
0	10	0.3%
marriage	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
2	2045	55.6%
1	1559	42.4%
3	54	1.5%
0	10	0.3%
A	2	0.1%
R	2	0.1%
M	1	< 0.1%
I	1	< 0.1%
G	1	< 0.1%
E	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3668	99.8%
Uppercase Letter	8	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	2	25.0%
R	2	25.0%
M	1	12.5%
I	1	12.5%
G	1	12.5%
E	1	12.5%

Decimal Number

Value	Count	Frequency (%)
2	2045	55.8%
1	1559	42.5%
3	54	1.5%
0	10	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	3668	99.8%
Latin	8	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	2	25.0%
R	2	25.0%
M	1	12.5%
I	1	12.5%
G	1	12.5%
E	1	12.5%

Common

Value	Count	Frequency (%)
2	2045	55.8%
1	1559	42.5%
3	54	1.5%
0	10	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3676	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	2045	55.6%
1	1559	42.4%
3	54	1.5%
0	10	0.3%
A	2	0.1%
R	2	0.1%
M	1	< 0.1%
I	1	< 0.1%
G	1	< 0.1%
E	1	< 0.1%

AGE
Real number (ℝ)

Distinct	52
Distinct (%)	1.4%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	35.354144

Minimum	21
Maximum	75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	21
5-th percentile	23
Q1	28
median	34
Q3	41
95-th percentile	53
Maximum	75
Range	54
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.4381712
Coefficient of variation (CV)	0.26696082
Kurtosis	0.23723543
Mean	35.354144
Median Absolute Deviation (MAD)	6
Skewness	0.80637489
Sum	129679
Variance	89.079075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	214	5.8%
27	185	5.0%
30	174	4.7%
26	158	4.3%
24	155	4.2%
32	152	4.1%
34	151	4.1%
28	147	4.0%
31	145	4.0%
35	135	3.7%
Other values (42)	2052	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	7	0.2%
22	90	2.5%
23	124	3.4%
24	155	4.2%
25	131	3.6%
26	158	4.3%
27	185	5.0%
28	147	4.0%
29	214	5.8%
30	174	4.7%

Value	Count	Frequency (%)
75	2	0.1%
73	2	0.1%
72	1	< 0.1%
71	1	< 0.1%
70	2	0.1%
67	5	0.1%
66	6	0.2%
65	2	0.1%
64	1	< 0.1%
63	4	0.1%

PAY_0
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.00081788441

Minimum	-2
Maximum	8
Zeros	1741
Zeros (%)	47.5%
Negative	1061
Negative (%)	28.9%
Memory size	28.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.130073
Coefficient of variation (CV)	1381.7026
Kurtosis	6.1231377
Mean	0.00081788441
Median Absolute Deviation (MAD)	1
Skewness	1.1940289
Sum	3
Variance	1.2770651
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	1741	47.5%
-1	786	21.4%
1	495	13.5%
2	327	8.9%
-2	275	7.5%
3	25	0.7%
4	9	0.2%
8	9	0.2%
7	1	< 0.1%
(Missing)	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	275	7.5%
-1	786	21.4%
0	1741	47.5%
1	495	13.5%
2	327	8.9%
3	25	0.7%
4	9	0.2%
7	1	< 0.1%
8	9	0.2%

Value	Count	Frequency (%)
8	9	0.2%
7	1	< 0.1%
4	9	0.2%
3	25	0.7%
2	327	8.9%
1	495	13.5%
0	1741	47.5%
-1	786	21.4%
-2	275	7.5%

PAY_2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	0.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-0.13631407

Minimum	-2
Maximum	7
Zeros	1901
Zeros (%)	51.8%
Negative	1229
Negative (%)	33.5%
Memory size	28.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2071782
Coefficient of variation (CV)	-8.8558594
Kurtosis	3.1275791
Mean	-0.13631407
Median Absolute Deviation (MAD)	0
Skewness	1.0287184
Sum	-500
Variance	1.4572792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1901	51.8%
-1	787	21.4%
2	487	13.3%
-2	442	12.0%
3	31	0.8%
7	9	0.2%
4	4	0.1%
1	3	0.1%
5	2	0.1%
6	2	0.1%
(Missing)	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	442	12.0%
-1	787	21.4%
0	1901	51.8%
1	3	0.1%
2	487	13.3%
3	31	0.8%
4	4	0.1%
5	2	0.1%
6	2	0.1%
7	9	0.2%

Value	Count	Frequency (%)
7	9	0.2%
6	2	0.1%
5	2	0.1%
4	4	0.1%
3	31	0.8%
2	487	13.3%
1	3	0.1%
0	1901	51.8%
-1	787	21.4%
-2	442	12.0%

PAY_3
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	0.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-0.1540349

Minimum	-2
Maximum	7
Zeros	1875
Zeros (%)	51.1%
Negative	1272
Negative (%)	34.7%
Memory size	28.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2546038
Coefficient of variation (CV)	-8.1449321
Kurtosis	4.1195494
Mean	-0.1540349
Median Absolute Deviation (MAD)	0
Skewness	1.2639102
Sum	-565
Variance	1.5740306
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1875	51.1%
-1	797	21.7%
-2	475	12.9%
2	468	12.8%
4	14	0.4%
3	11	0.3%
7	10	0.3%
6	9	0.2%
5	6	0.2%
1	3	0.1%
(Missing)	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	475	12.9%
-1	797	21.7%
0	1875	51.1%
1	3	0.1%
2	468	12.8%
3	11	0.3%
4	14	0.4%
5	6	0.2%
6	9	0.2%
7	10	0.3%

Value	Count	Frequency (%)
7	10	0.3%
6	9	0.2%
5	6	0.2%
4	14	0.4%
3	11	0.3%
2	468	12.8%
1	3	0.1%
0	1875	51.1%
-1	797	21.7%
-2	475	12.9%

PAY_4
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-0.25436205

Minimum	-2
Maximum	7
Zeros	1995
Zeros (%)	54.4%
Negative	1291
Negative (%)	35.2%
Memory size	28.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.183663
Coefficient of variation (CV)	-4.6534576
Kurtosis	4.7005083
Mean	-0.25436205
Median Absolute Deviation (MAD)	0
Skewness	1.2605956
Sum	-933
Variance	1.4010581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	1995	54.4%
-1	753	20.5%
-2	538	14.7%
2	322	8.8%
3	29	0.8%
5	12	0.3%
4	9	0.2%
7	9	0.2%
6	1	< 0.1%
(Missing)	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	538	14.7%
-1	753	20.5%
0	1995	54.4%
2	322	8.8%
3	29	0.8%
4	9	0.2%
5	12	0.3%
6	1	< 0.1%
7	9	0.2%

Value	Count	Frequency (%)
7	9	0.2%
6	1	< 0.1%
5	12	0.3%
4	9	0.2%
3	29	0.8%
2	322	8.8%
0	1995	54.4%
-1	753	20.5%
-2	538	14.7%

PAY_5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2674482

Minimum	-2
Maximum	7
Zeros	1996
Zeros (%)	54.4%
Negative	1296
Negative (%)	35.3%
Memory size	28.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1649636
Coefficient of variation (CV)	-4.3558477
Kurtosis	4.6026359
Mean	-0.2674482
Median Absolute Deviation (MAD)	0
Skewness	1.1873709
Sum	-981
Variance	1.3571403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	1996	54.4%
-1	749	20.4%
-2	547	14.9%
2	328	8.9%
3	18	0.5%
4	18	0.5%
7	10	0.3%
5	2	0.1%
(Missing)	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	547	14.9%
-1	749	20.4%
0	1996	54.4%
2	328	8.9%
3	18	0.5%
4	18	0.5%
5	2	0.1%
7	10	0.3%

Value	Count	Frequency (%)
7	10	0.3%
5	2	0.1%
4	18	0.5%
3	18	0.5%
2	328	8.9%
0	1996	54.4%
-1	749	20.4%
-2	547	14.9%

PAY_6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-0.29389313

Minimum	-2
Maximum	8
Zeros	1879
Zeros (%)	51.2%
Negative	1393
Negative (%)	38.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1900395
Coefficient of variation (CV)	-4.0492252
Kurtosis	4.3412627
Mean	-0.29389313
Median Absolute Deviation (MAD)	0
Skewness	1.1879815
Sum	-1078
Variance	1.4161939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	1879	51.2%
-1	810	22.1%
-2	583	15.9%
2	347	9.5%
3	30	0.8%
6	8	0.2%
7	6	0.2%
4	4	0.1%
8	1	< 0.1%
(Missing)	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	583	15.9%
-1	810	22.1%
0	1879	51.2%
2	347	9.5%
3	30	0.8%
4	4	0.1%
6	8	0.2%
7	6	0.2%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	6	0.2%
6	8	0.2%
4	4	0.1%
3	30	0.8%
2	347	9.5%
0	1879	51.2%
-1	810	22.1%
-2	583	15.9%

BILL_AMT1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2137
Distinct (%)	58.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	51054.57

Minimum	-14386
Maximum	964511
Zeros	244
Zeros (%)	6.7%
Negative	83
Negative (%)	2.3%
Memory size	28.8 KiB

Quantile statistics

Minimum	-14386
5-th percentile	0
Q1	3096
median	21148
Q3	63638.75
95-th percentile	203183
Maximum	964511
Range	978897
Interquartile range (IQR)	60542.75

Descriptive statistics

Standard deviation	76373.892
Coefficient of variation (CV)	1.4959266
Kurtosis	13.444545
Mean	51054.57
Median Absolute Deviation (MAD)	20735.5
Skewness	2.9687536
Sum	1.8726816 × 10⁸
Variance	5.8329714 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	244	6.7%
390	31	0.8%
780	12	0.3%
316	11	0.3%
396	10	0.3%
-200	8	0.2%
291	7	0.2%
2400	7	0.2%
1261	6	0.2%
326	6	0.2%
Other values (2127)	3326	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14386	2	0.1%
-2000	3	0.1%
-1886	1	< 0.1%
-1540	2	0.1%
-1312	2	0.1%
-1100	2	0.1%
-984	1	< 0.1%
-946	2	0.1%
-819	1	< 0.1%
-800	1	< 0.1%

Value	Count	Frequency (%)
964511	1	< 0.1%
546741	1	< 0.1%
507726	2	0.1%
507062	2	0.1%
495559	1	< 0.1%
485921	1	< 0.1%
482250	1	< 0.1%
471814	2	0.1%
467150	2	0.1%
459600	1	< 0.1%

BILL_AMT2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2091
Distinct (%)	57.0%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	49166.293

Minimum	-24704
Maximum	983931
Zeros	328
Zeros (%)	8.9%
Negative	92
Negative (%)	2.5%
Memory size	28.8 KiB

Quantile statistics

Minimum	-24704
5-th percentile	0
Q1	3123
median	20417
Q3	61162
95-th percentile	196143
Maximum	983931
Range	1008635
Interquartile range (IQR)	58039

Descriptive statistics

Standard deviation	74703.121
Coefficient of variation (CV)	1.5193971
Kurtosis	15.094803
Mean	49166.293
Median Absolute Deviation (MAD)	20089
Skewness	3.1001486
Sum	1.8034196 × 10⁸
Variance	5.5805563 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	328	8.9%
390	17	0.5%
-200	14	0.4%
316	13	0.4%
291	10	0.3%
780	9	0.2%
326	8	0.2%
300	8	0.2%
396	7	0.2%
2400	7	0.2%
Other values (2081)	3247	88.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24704	1	< 0.1%
-13543	2	0.1%
-9850	2	0.1%
-2760	1	< 0.1%
-2685	1	< 0.1%
-2479	1	< 0.1%
-2086	1	< 0.1%
-2000	1	< 0.1%
-1930	2	0.1%
-1100	2	0.1%

Value	Count	Frequency (%)
983931	1	< 0.1%
535509	1	< 0.1%
509229	2	0.1%
506260	2	0.1%
491956	2	0.1%
478380	2	0.1%
475931	1	< 0.1%
470915	1	< 0.1%
458862	2	0.1%
450047	1	< 0.1%

BILL_AMT3
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2044
Distinct (%)	55.7%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	45602.332

Minimum	-9850
Maximum	548020
Zeros	384
Zeros (%)	10.5%
Negative	82
Negative (%)	2.2%
Memory size	28.8 KiB

Quantile statistics

Minimum	-9850
5-th percentile	0
Q1	2252
median	19505
Q3	56272.75
95-th percentile	186452.55
Maximum	548020
Range	557870
Interquartile range (IQR)	54020.75

Descriptive statistics

Standard deviation	69402.889
Coefficient of variation (CV)	1.5219153
Kurtosis	10.55125
Mean	45602.332
Median Absolute Deviation (MAD)	19115
Skewness	2.8652667
Sum	1.6726935 × 10⁸
Variance	4.8167609 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	384	10.5%
390	31	0.8%
780	11	0.3%
-2	9	0.2%
291	9	0.2%
316	8	0.2%
396	7	0.2%
2400	7	0.2%
200	6	0.2%
-200	6	0.2%
Other values (2034)	3190	86.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9850	2	0.1%
-6144	1	< 0.1%
-3650	1	< 0.1%
-2697	2	0.1%
-2643	1	< 0.1%
-2320	2	0.1%
-2000	1	< 0.1%
-1690	2	0.1%
-1117	1	< 0.1%
-946	2	0.1%

Value	Count	Frequency (%)
548020	1	< 0.1%
535020	1	< 0.1%
499936	2	0.1%
479432	2	0.1%
471175	1	< 0.1%
469703	2	0.1%
460317	1	< 0.1%
455286	1	< 0.1%
453770	1	< 0.1%
445129	1	< 0.1%

BILL_AMT4
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2008
Distinct (%)	54.7%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	41468.668

Minimum	-7905
Maximum	891586
Zeros	424
Zeros (%)	11.6%
Negative	84
Negative (%)	2.3%
Memory size	28.8 KiB

Quantile statistics

Minimum	-7905
5-th percentile	0
Q1	1741.5
median	17915
Q3	49324
95-th percentile	168644.4
Maximum	891586
Range	899491
Interquartile range (IQR)	47582.5

Descriptive statistics

Standard deviation	67774.637
Coefficient of variation (CV)	1.6343577
Kurtosis	20.350785
Mean	41468.668
Median Absolute Deviation (MAD)	17475.5
Skewness	3.6105903
Sum	1.5210707 × 10⁸
Variance	4.5934014 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	424	11.6%
390	25	0.7%
316	15	0.4%
291	10	0.3%
326	9	0.2%
300	8	0.2%
2400	7	0.2%
416	7	0.2%
780	7	0.2%
-2	6	0.2%
Other values (1998)	3150	85.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7905	1	< 0.1%
-3684	2	0.1%
-3650	1	< 0.1%
-3450	1	< 0.1%
-2898	2	0.1%
-2618	2	0.1%
-2054	1	< 0.1%
-2000	1	< 0.1%
-1513	1	< 0.1%
-1400	2	0.1%

Value	Count	Frequency (%)
891586	1	< 0.1%
628699	2	0.1%
542653	2	0.1%
530672	1	< 0.1%
505507	2	0.1%
487066	2	0.1%
486776	1	< 0.1%
479978	2	0.1%
472621	1	< 0.1%
452162	1	< 0.1%

BILL_AMT5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1983
Distinct (%)	54.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	39896.161

Minimum	-28335
Maximum	927171
Zeros	460
Zeros (%)	12.5%
Negative	87
Negative (%)	2.4%
Memory size	28.8 KiB

Quantile statistics

Minimum	-28335
5-th percentile	0
Q1	1480.5
median	17616
Q3	48449
95-th percentile	168329
Maximum	927171
Range	955506
Interquartile range (IQR)	46968.5

Descriptive statistics

Standard deviation	63815.839
Coefficient of variation (CV)	1.5995484
Kurtosis	20.247809
Mean	39896.161
Median Absolute Deviation (MAD)	17220
Skewness	3.4404962
Sum	1.4633912 × 10⁸
Variance	4.0724613 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	460	12.5%
390	28	0.8%
316	11	0.3%
396	11	0.3%
150	8	0.2%
2400	7	0.2%
2000	7	0.2%
780	7	0.2%
416	7	0.2%
1261	6	0.2%
Other values (1973)	3116	84.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-28335	2	0.1%
-10213	1	< 0.1%
-5000	2	0.1%
-3876	1	< 0.1%
-3650	1	< 0.1%
-3450	1	< 0.1%
-3272	2	0.1%
-2946	1	< 0.1%
-2153	1	< 0.1%
-2000	1	< 0.1%

Value	Count	Frequency (%)
927171	1	< 0.1%
503914	1	< 0.1%
484993	1	< 0.1%
484612	2	0.1%
483003	2	0.1%
471145	2	0.1%
440982	2	0.1%
392879	1	< 0.1%
392650	1	< 0.1%
377858	1	< 0.1%

BILL_AMT6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1947
Distinct (%)	53.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	38776.507

Minimum	-339603
Maximum	961664
Zeros	532
Zeros (%)	14.5%
Negative	71
Negative (%)	1.9%
Memory size	28.8 KiB

Quantile statistics

Minimum	-339603
5-th percentile	0
Q1	981.5
median	15837.5
Q3	47550
95-th percentile	168108.45
Maximum	961664
Range	1301267
Interquartile range (IQR)	46568.5

Descriptive statistics

Standard deviation	64744.765
Coefficient of variation (CV)	1.6696905
Kurtosis	23.443315
Mean	38776.507
Median Absolute Deviation (MAD)	15638
Skewness	3.4521135
Sum	1.4223223 × 10⁸
Variance	4.1918845 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	532	14.5%
390	22	0.6%
780	16	0.4%
150	13	0.4%
316	12	0.3%
291	11	0.3%
326	11	0.3%
396	7	0.2%
2500	6	0.2%
-2	6	0.2%
Other values (1937)	3032	82.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-339603	2	0.1%
-16586	1	< 0.1%
-11060	1	< 0.1%
-4306	1	< 0.1%
-3650	1	< 0.1%
-3614	1	< 0.1%
-3272	2	0.1%
-2946	1	< 0.1%
-2389	1	< 0.1%
-2303	2	0.1%

Value	Count	Frequency (%)
961664	1	< 0.1%
699944	1	< 0.1%
527711	1	< 0.1%
496915	1	< 0.1%
473944	2	0.1%
469961	2	0.1%
434715	2	0.1%
419643	2	0.1%
398478	1	< 0.1%
391336	1	< 0.1%

PAY_AMT1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1146
Distinct (%)	31.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5573.8424

Minimum	0
Maximum	239104
Zeros	667
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1000
median	2145
Q3	5006
95-th percentile	20000
Maximum	239104
Range	239104
Interquartile range (IQR)	4006

Descriptive statistics

Standard deviation	13736.634
Coefficient of variation (CV)	2.464482
Kurtosis	103.26738
Mean	5573.8424
Median Absolute Deviation (MAD)	1946
Skewness	8.5411615
Sum	20444854
Variance	1.8869512 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	667	18.2%
2000	147	4.0%
3000	102	2.8%
5000	76	2.1%
10000	64	1.7%
1000	62	1.7%
2500	60	1.6%
1500	55	1.5%
4000	47	1.3%
1600	30	0.8%
Other values (1136)	2358	64.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	667	18.2%
1	2	0.1%
5	2	0.1%
13	2	0.1%
20	2	0.1%
23	1	< 0.1%
27	1	< 0.1%
39	4	0.1%
44	1	< 0.1%
92	2	0.1%

Value	Count	Frequency (%)
239104	2	0.1%
210000	1	< 0.1%
199646	2	0.1%
163500	1	< 0.1%
160444	1	< 0.1%
140013	1	< 0.1%
120093	2	0.1%
120041	2	0.1%
100000	2	0.1%
90000	2	0.1%

PAY_AMT2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1129
Distinct (%)	30.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5131.4654

Minimum	0
Maximum	285138
Zeros	708
Zeros (%)	19.3%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	495
median	1972.5
Q3	4913
95-th percentile	18112
Maximum	285138
Range	285138
Interquartile range (IQR)	4418

Descriptive statistics

Standard deviation	14581.833
Coefficient of variation (CV)	2.8416508
Kurtosis	134.73837
Mean	5131.4654
Median Absolute Deviation (MAD)	1943.5
Skewness	9.9940173
Sum	18822215
Variance	2.1262984 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	708	19.3%
2000	146	4.0%
5000	95	2.6%
1000	95	2.6%
3000	94	2.6%
1500	89	2.4%
1200	39	1.1%
4000	38	1.0%
1400	34	0.9%
390	34	0.9%
Other values (1119)	2296	62.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	708	19.3%
1	4	0.1%
2	4	0.1%
3	2	0.1%
5	4	0.1%
7	3	0.1%
8	1	< 0.1%
10	2	0.1%
11	2	0.1%
12	2	0.1%

Value	Count	Frequency (%)
285138	2	0.1%
199982	2	0.1%
182123	1	< 0.1%
180519	1	< 0.1%
177671	2	0.1%
170000	1	< 0.1%
167622	1	< 0.1%
145000	2	0.1%
129990	1	< 0.1%
121715	1	< 0.1%

PAY_AMT3
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	1040
Distinct (%)	28.4%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4723.5365

Minimum	0
Maximum	896040
Zeros	798
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	240
median	1394.5
Q3	4000
95-th percentile	15310.3
Maximum	896040
Range	896040
Interquartile range (IQR)	3760

Descriptive statistics

Standard deviation	19414.123
Coefficient of variation (CV)	4.1100822
Kurtosis	1228.6441
Mean	4723.5365
Median Absolute Deviation (MAD)	1394.5
Skewness	28.75821
Sum	17325932
Variance	3.7690819 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	798	21.7%
1000	172	4.7%
2000	152	4.1%
3000	100	2.7%
5000	82	2.2%
1500	55	1.5%
4000	48	1.3%
10000	44	1.2%
6000	29	0.8%
2500	29	0.8%
Other values (1030)	2159	58.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	798	21.7%
2	2	0.1%
3	2	0.1%
4	2	0.1%
5	3	0.1%
6	1	< 0.1%
9	3	0.1%
10	3	0.1%
12	1	< 0.1%
18	1	< 0.1%

Value	Count	Frequency (%)
896040	1	< 0.1%
222750	2	0.1%
155000	1	< 0.1%
153400	1	< 0.1%
152618	2	0.1%
148307	1	< 0.1%
133657	2	0.1%
130000	2	0.1%
116446	1	< 0.1%
110699	1	< 0.1%

PAY_AMT4
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1034
Distinct (%)	28.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4828.5698

Minimum	0
Maximum	205000
Zeros	808
Zeros (%)	22.0%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	231.5
median	1500
Q3	4000
95-th percentile	17024
Maximum	205000
Range	205000
Interquartile range (IQR)	3768.5

Descriptive statistics

Standard deviation	13764.722
Coefficient of variation (CV)	2.850683
Kurtosis	72.434939
Mean	4828.5698
Median Absolute Deviation (MAD)	1500
Skewness	7.5169861
Sum	17711194
Variance	1.8946757 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	808	22.0%
1000	160	4.4%
2000	142	3.9%
3000	94	2.6%
5000	91	2.5%
1500	71	1.9%
4000	49	1.3%
500	41	1.1%
2500	37	1.0%
10000	36	1.0%
Other values (1024)	2139	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	808	22.0%
2	5	0.1%
3	1	< 0.1%
4	2	0.1%
6	6	0.2%
7	2	0.1%
8	1	< 0.1%
10	2	0.1%
17	2	0.1%
21	1	< 0.1%

Value	Count	Frequency (%)
205000	1	< 0.1%
188840	2	0.1%
178460	1	< 0.1%
171716	1	< 0.1%
161110	1	< 0.1%
159212	1	< 0.1%
146900	2	0.1%
125009	1	< 0.1%
107591	2	0.1%
100000	4	0.1%

PAY_AMT5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1038
Distinct (%)	28.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5093.6881

Minimum	0
Maximum	332000
Zeros	827
Zeros (%)	22.5%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	214.25
median	1500
Q3	4000
95-th percentile	16017.55
Maximum	332000
Range	332000
Interquartile range (IQR)	3785.75

Descriptive statistics

Standard deviation	17400.958
Coefficient of variation (CV)	3.4161805
Kurtosis	137.482
Mean	5093.6881
Median Absolute Deviation (MAD)	1500
Skewness	10.115542
Sum	18683648
Variance	3.0279335 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	827	22.5%
1000	163	4.4%
2000	123	3.4%
3000	119	3.2%
5000	77	2.1%
1500	73	2.0%
4000	48	1.3%
2500	33	0.9%
500	28	0.8%
3500	27	0.7%
Other values (1028)	2150	58.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	827	22.5%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
12	3	0.1%
20	2	0.1%
24	1	< 0.1%
32	2	0.1%

Value	Count	Frequency (%)
332000	2	0.1%
326889	1	< 0.1%
200000	1	< 0.1%
195599	2	0.1%
184922	2	0.1%
162000	2	0.1%
161000	2	0.1%
160719	2	0.1%
158064	1	< 0.1%
145564	1	< 0.1%

PAY_AMT6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	970
Distinct (%)	26.4%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5188.7181

Minimum	0
Maximum	528666
Zeros	949
Zeros (%)	25.9%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1338
Q3	4000
95-th percentile	15709.95
Maximum	528666
Range	528666
Interquartile range (IQR)	4000

Descriptive statistics

Standard deviation	20925.17
Coefficient of variation (CV)	4.0328207
Kurtosis	270.44793
Mean	5188.7181
Median Absolute Deviation (MAD)	1338
Skewness	13.813886
Sum	19032218
Variance	4.3786272 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	949	25.9%
1000	176	4.8%
2000	163	4.4%
5000	96	2.6%
3000	94	2.6%
1500	62	1.7%
4000	57	1.6%
10000	39	1.1%
2500	37	1.0%
6000	28	0.8%
Other values (960)	1967	53.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	949	25.9%
1	3	0.1%
3	3	0.1%
4	2	0.1%
5	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
12	2	0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
528666	2	0.1%
345293	2	0.1%
223833	1	< 0.1%
208896	1	< 0.1%
185652	2	0.1%
175000	1	< 0.1%
173869	1	< 0.1%
171944	2	0.1%
167000	2	0.1%
159753	1	< 0.1%

default payment next month
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	28.8 KiB

1.0	2873
0.0	795

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	11004
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	2873	78.3%
0.0	795	21.7%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	2873	78.3%
0.0	795	21.7%

Most occurring characters

Value	Count	Frequency (%)
0	4463	40.6%
.	3668	33.3%
1	2873	26.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7336	66.7%
Other Punctuation	3668	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4463	60.8%
1	2873	39.2%

Other Punctuation

Value	Count	Frequency (%)
.	3668	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	11004	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4463	40.6%
.	3668	33.3%
1	2873	26.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11004	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4463	40.6%
.	3668	33.3%
1	2873	26.1%

Auto

Heatmap
Table

	AGE	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	EDUCATION	LIMIT_BAL	MARRIAGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	SEX	default payment next month
AGE	1.000	0.011	0.010	0.015	0.011	0.008	0.008	0.184	0.218	0.307	-0.043	-0.072	-0.076	-0.062	-0.056	-0.053	0.046	0.081	0.043	0.015	0.041	0.051	0.107	0.077
BILL_AMT1	0.011	1.000	0.913	0.860	0.815	0.779	0.754	0.035	0.075	0.020	0.276	0.583	0.542	0.531	0.515	0.516	0.517	0.477	0.488	0.455	0.438	0.441	0.073	0.032
BILL_AMT2	0.010	0.913	1.000	0.901	0.848	0.802	0.778	0.041	0.087	0.000	0.296	0.567	0.600	0.563	0.540	0.540	0.651	0.491	0.506	0.466	0.454	0.466	0.082	0.024
BILL_AMT3	0.015	0.860	0.901	1.000	0.908	0.856	0.821	0.076	0.095	0.000	0.287	0.535	0.577	0.646	0.607	0.593	0.542	0.637	0.529	0.500	0.491	0.504	0.057	0.036
BILL_AMT4	0.011	0.815	0.848	0.908	1.000	0.897	0.845	0.037	0.092	0.025	0.286	0.534	0.562	0.639	0.669	0.630	0.498	0.564	0.650	0.508	0.494	0.516	0.038	0.036
BILL_AMT5	0.008	0.779	0.802	0.856	0.897	1.000	0.891	0.026	0.090	0.039	0.283	0.507	0.539	0.601	0.630	0.683	0.466	0.525	0.556	0.662	0.504	0.541	0.044	0.032
BILL_AMT6	0.008	0.754	0.778	0.821	0.845	0.891	1.000	0.042	0.092	0.010	0.291	0.488	0.518	0.573	0.587	0.652	0.452	0.503	0.525	0.575	0.669	0.545	0.058	0.058
EDUCATION	0.184	0.035	0.041	0.076	0.037	0.026	0.042	1.000	-0.194	0.512	0.120	0.198	0.178	0.167	0.141	0.160	-0.007	-0.020	-0.026	0.024	0.006	-0.005	0.708	0.060
LIMIT_BAL	0.218	0.075	0.087	0.095	0.092	0.090	0.092	-0.194	1.000	0.094	-0.209	-0.295	-0.286	-0.271	-0.269	-0.262	0.296	0.272	0.282	0.247	0.300	0.320	0.090	0.062
MARRIAGE	0.307	0.020	0.000	0.000	0.025	0.039	0.010	0.512	0.094	1.000	0.036	0.049	0.046	0.057	0.053	0.052	-0.039	-0.038	-0.037	-0.015	-0.049	-0.042	0.708	0.037
PAY_0	-0.043	0.276	0.296	0.287	0.286	0.283	0.291	0.120	-0.209	0.036	1.000	0.561	0.498	0.446	0.425	0.416	-0.105	-0.062	-0.039	-0.012	-0.020	-0.024	0.054	0.376
PAY_2	-0.072	0.583	0.567	0.535	0.534	0.507	0.488	0.198	-0.295	0.049	0.561	1.000	0.798	0.705	0.691	0.662	0.048	0.108	0.144	0.123	0.103	0.131	0.063	0.276
PAY_3	-0.076	0.542	0.600	0.577	0.562	0.539	0.518	0.178	-0.286	0.046	0.498	0.798	1.000	0.808	0.729	0.691	0.250	0.063	0.142	0.156	0.147	0.152	0.064	0.263
PAY_4	-0.062	0.531	0.563	0.646	0.639	0.601	0.573	0.167	-0.271	0.057	0.446	0.705	0.808	1.000	0.834	0.754	0.189	0.269	0.125	0.180	0.176	0.205	0.058	0.225
PAY_5	-0.056	0.515	0.540	0.607	0.669	0.630	0.587	0.141	-0.269	0.053	0.425	0.691	0.729	0.834	1.000	0.820	0.164	0.246	0.294	0.126	0.192	0.216	0.062	0.253
PAY_6	-0.053	0.516	0.540	0.593	0.630	0.683	0.652	0.160	-0.262	0.052	0.416	0.662	0.691	0.754	0.820	1.000	0.166	0.232	0.260	0.317	0.160	0.239	0.073	0.183
PAY_AMT1	0.046	0.517	0.651	0.542	0.498	0.466	0.452	-0.007	0.296	-0.039	-0.105	0.048	0.250	0.189	0.164	0.166	1.000	0.471	0.512	0.453	0.471	0.455	0.000	0.062
PAY_AMT2	0.081	0.477	0.491	0.637	0.564	0.525	0.503	-0.020	0.272	-0.038	-0.062	0.108	0.063	0.269	0.246	0.232	0.471	1.000	0.534	0.529	0.502	0.508	0.029	0.054
PAY_AMT3	0.043	0.488	0.506	0.529	0.650	0.556	0.525	-0.026	0.282	-0.037	-0.039	0.144	0.142	0.125	0.294	0.260	0.512	0.534	1.000	0.510	0.517	0.519	0.028	0.000
PAY_AMT4	0.015	0.455	0.466	0.500	0.508	0.662	0.575	0.024	0.247	-0.015	-0.012	0.123	0.156	0.180	0.126	0.317	0.453	0.529	0.510	1.000	0.513	0.545	0.021	0.032
PAY_AMT5	0.041	0.438	0.454	0.491	0.494	0.504	0.669	0.006	0.300	-0.049	-0.020	0.103	0.147	0.176	0.192	0.160	0.471	0.502	0.517	0.513	1.000	0.543	0.070	0.037
PAY_AMT6	0.051	0.441	0.466	0.504	0.516	0.541	0.545	-0.005	0.320	-0.042	-0.024	0.131	0.152	0.205	0.216	0.239	0.455	0.508	0.519	0.545	0.543	1.000	0.029	0.041
SEX	0.107	0.073	0.082	0.057	0.038	0.044	0.058	0.708	0.090	0.708	0.054	0.063	0.064	0.058	0.062	0.073	0.000	0.029	0.028	0.021	0.070	0.029	1.000	0.000
default payment next month	0.077	0.032	0.024	0.036	0.036	0.032	0.058	0.060	0.062	0.037	0.376	0.276	0.263	0.225	0.253	0.183	0.062	0.054	0.000	0.032	0.037	0.041	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	default payment next month
1	20000.0	female	university	1	24.0	2.0	2.0	-1.0	-1.0	-2.0	-2.0	3913.0	3102.0	689.0	0.0	0.0	0.0	0.0	689.0	0.0	0.0	0.0	0.0	0.0
2	120000.0	female	university	2	26.0	-1.0	2.0	0.0	0.0	0.0	2.0	2682.0	1725.0	2682.0	3272.0	3455.0	3261.0	0.0	1000.0	1000.0	1000.0	0.0	2000.0	0.0
3	90000.0	female	university	2	34.0	0.0	0.0	0.0	0.0	0.0	0.0	29239.0	14027.0	13559.0	14331.0	14948.0	15549.0	1518.0	1500.0	1000.0	1000.0	1000.0	5000.0	1.0
4	50000.0	female	university	1	37.0	0.0	0.0	0.0	0.0	0.0	0.0	46990.0	48233.0	49291.0	28314.0	28959.0	29547.0	2000.0	2019.0	1200.0	1100.0	1069.0	1000.0	1.0
5	50000.0	male	university	1	57.0	-1.0	0.0	-1.0	0.0	0.0	0.0	8617.0	5670.0	35835.0	20940.0	19146.0	19131.0	2000.0	36681.0	10000.0	9000.0	689.0	679.0	1.0
6	50000.0	male	graduate school	2	37.0	0.0	0.0	0.0	0.0	0.0	0.0	64400.0	57069.0	57608.0	19394.0	19619.0	20024.0	2500.0	1815.0	657.0	1000.0	1000.0	800.0	1.0
7	500000.0	male	graduate school	2	29.0	0.0	0.0	0.0	0.0	0.0	0.0	367965.0	412023.0	445007.0	542653.0	483003.0	473944.0	55000.0	40000.0	38000.0	20239.0	13750.0	13770.0	1.0
8	100000.0	female	university	2	23.0	0.0	-1.0	-1.0	0.0	0.0	-1.0	11876.0	380.0	601.0	221.0	-159.0	567.0	380.0	601.0	0.0	581.0	1687.0	1542.0	1.0
9	140000.0	female	high school	1	28.0	0.0	0.0	2.0	0.0	0.0	0.0	11285.0	14096.0	12108.0	12211.0	11793.0	3719.0	3329.0	0.0	432.0	1000.0	1000.0	1000.0	1.0
10	20000.0	male	high school	2	35.0	-2.0	-2.0	-2.0	-2.0	-1.0	-1.0	0.0	0.0	0.0	0.0	13007.0	13912.0	0.0	0.0	0.0	13007.0	1122.0	0.0	1.0

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	default payment next month
3660	380000.0	male	university	1	50.0	0.0	0.0	0.0	0.0	0.0	0.0	385662.0	294826.0	220022.0	154283.0	35270.0	332270.0	12020.0	9009.0	6109.0	3000.0	332000.0	12000.0	0.0
3661	50000.0	male	university	1	44.0	0.0	0.0	0.0	0.0	0.0	0.0	45335.0	46027.0	30286.0	26275.0	26823.0	27371.0	1524.0	1427.0	941.0	972.0	992.0	1000.0	1.0
3662	150000.0	female	high school	1	43.0	-1.0	-1.0	2.0	0.0	-1.0	-1.0	264.0	948.0	632.0	316.0	316.0	1414.0	1000.0	0.0	0.0	316.0	1414.0	0.0	0.0
3663	220000.0	male	university	2	29.0	0.0	0.0	0.0	0.0	0.0	0.0	122286.0	122839.0	123035.0	114385.0	115903.0	118528.0	5008.0	5007.0	6007.0	5000.0	4700.0	5503.0	1.0
3664	80000.0	female	other	2	27.0	0.0	0.0	0.0	0.0	0.0	0.0	45268.0	47140.0	47411.0	48443.0	49478.0	43264.0	2600.0	1800.0	1700.0	1700.0	1700.0	1300.0	1.0
3665	220000.0	female	university	1	32.0	0.0	0.0	0.0	0.0	0.0	0.0	194961.0	197536.0	203251.0	208355.0	213015.0	217475.0	7200.0	9000.0	10000.0	8000.0	8010.0	8500.0	1.0
3666	70000.0	female	university	2	34.0	1.0	2.0	2.0	2.0	0.0	0.0	24208.0	25015.0	27189.0	26456.0	28361.0	31873.0	1500.0	2900.0	0.0	2500.0	4000.0	0.0	1.0
3667	120000.0	male	university	2	37.0	-1.0	2.0	0.0	0.0	0.0	2.0	16241.0	16680.0	17695.0	17901.0	19608.0	19143.0	1000.0	1600.0	800.0	2000.0	0.0	1600.0	0.0
3668	180000.0	female	university	2	32.0	0.0	0.0	0.0	0.0	0.0	0.0	20730.0	17107.0	35884.0	31057.0	29052.0	25933.0	1582.0	30000.0	1000.0	1000.0	1000.0	1000.0	1.0
3669	50000.0	female	high school	1	57.0	0.0	0.0	0.0	0.0	0.0	0.0	49017.0	50690.0	47487.0	48319.0	48449.0	49656.0	2500.0	2000.0	2000.0	1746.0	2000.0	1800.0	1.0

Most frequently occurring

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	default payment next month	# duplicates
0	10000.0	female	high school	2	22.0	0.0	0.0	0.0	0.0	-2.0	-2.0	8109.0	9778.0	8259.0	0.0	0.0	0.0	2000.0	1036.0	0.0	0.0	0.0	0.0	0.0	2
1	10000.0	female	university	1	31.0	0.0	0.0	0.0	0.0	0.0	0.0	15915.0	9050.0	9901.0	9975.0	9736.0	8703.0	2330.0	2200.0	1000.0	333.0	311.0	322.0	1.0	2
2	10000.0	female	university	2	22.0	1.0	2.0	0.0	0.0	0.0	0.0	10250.0	8558.0	10525.0	10050.0	9903.0	9984.0	0.0	2126.0	390.0	328.0	476.0	1287.0	1.0	2
3	10000.0	male	high school	2	23.0	0.0	0.0	0.0	0.0	0.0	2.0	6974.0	7838.0	9002.0	9182.0	9729.0	9411.0	1134.0	1298.0	478.0	847.0	0.0	175.0	1.0	2
4	10000.0	male	high school	2	35.0	0.0	0.0	0.0	0.0	0.0	0.0	7877.0	8918.0	9864.0	9673.0	9414.0	9156.0	1174.0	1120.0	310.0	316.0	1000.0	2000.0	1.0	2
5	10000.0	male	university	1	32.0	1.0	2.0	2.0	2.0	2.0	2.0	8425.0	8148.0	9481.0	9180.0	10052.0	10091.0	0.0	1632.0	0.0	1022.0	350.0	0.0	1.0	2
6	10000.0	male	university	1	45.0	0.0	0.0	0.0	2.0	0.0	0.0	7139.0	8416.0	9815.0	9508.0	9754.0	10192.0	1400.0	1700.0	0.0	400.0	600.0	200.0	0.0	2
7	10000.0	male	university	1	56.0	2.0	2.0	2.0	0.0	0.0	0.0	2097.0	4193.0	3978.0	4062.0	4196.0	4326.0	2300.0	0.0	150.0	200.0	200.0	160.0	0.0	2
8	10000.0	male	university	2	22.0	0.0	0.0	0.0	0.0	0.0	0.0	1877.0	3184.0	6003.0	3576.0	3670.0	4451.0	1500.0	2927.0	1000.0	300.0	1000.0	500.0	1.0	2
9	10000.0	male	university	2	22.0	0.0	0.0	0.0	0.0	0.0	0.0	7960.0	9649.0	8518.0	8628.0	9293.0	5033.0	2000.0	1000.0	500.0	1500.0	0.0	2500.0	0.0	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring